Blockchain management and machine learning adaptation for IoT environment in 5G and beyond networks: A systematic review

A Miglani, N Kumar - Computer Communications, 2021 - Elsevier
… concepts of blockchain and machine learning in … of blockchain and machine learning in an
IoT environment. We also explored federated learning, reinforcement learning, deep learning

Blockchain-based federated learning in UAVs beyond 5G networks: A solution taxonomy and future directions

D Saraswat, A Verma, P Bhattacharya, S Tanwar… - IEEE …, 2022 - ieeexplore.ieee.org
… must be trained using machine learning or deep learning models, depending on the … -IoT,
space-airunderground communication, in the near future, 5G networks would be non-adaptive

A review on application of blockchain in 5G and beyond networks: Taxonomy, field-trials, challenges and opportunities

M Tahir, MH Habaebi, M Dabbagh, A Mughees… - IEEE …, 2020 - ieeexplore.ieee.org
… for a distributed secure IoT network that uses SDN and Blockchain to provide adaptability, …
network based on deep reinforcement learning and permissioned Blockchain is presented to …

Blockchain for 5G and beyond networks: A state of the art survey

DC Nguyen, PN Pathirana, M Ding… - Journal of Network and …, 2020 - Elsevier
Reinforcement Learning (DRL) The authors presented a brief introduction of the … blockchains
in 5G IoT networks and review the latest developments of the integrated blockchain-5G IoT

Edge computing and its convergence with blockchain in 5G and beyond: Security, challenges, and opportunities

SA Bhat, IB Sofi, CY Chi - IEEE Access, 2020 - ieeexplore.ieee.org
… on artificial intelligence (AI), machine learning (ML), blockchain … Thus the security solutions
need to be adapted in the … of mobile blockchain, particularly for IoT blockchain mining task …

Deep learning and blockchain-empowered security framework for intelligent 5G-enabled IoT

S Rathore, JH Park, H Chang - IEEE access, 2021 - ieeexplore.ieee.org
… Intrinsic and actional features are more vulnerable to adaptability and can be easily adapted
… Seneviratne, ‘‘Blockchain for 5G and beyond networks: A state of the art survey,’’ J. Netw. …

Role of machine learning and deep learning in securing 5G-driven industrial IoT applications

P Sharma, S Jain, S Gupta, V Chamola - Ad Hoc Networks, 2021 - Elsevier
… with the use of machine learning (ML) and deep learning (DL) that can … -IoT (I-IoT) devices
to contribute to the development of security methods for I-IoT deployed over 5G and blockchain

Industrial IoT in 5G-and-beyond networks: Vision, architecture, and design trends

A Mahmood, L Beltramelli, SF Abedin… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… The TTs translate/adapt the flow control, QoS, and time synchro… Moreover, blockchain
technology is also expected to play a … in 5G and beyond: A deep reinforcement learning based …

Digital twin virtualization with machine learning for IoT and beyond 5G networks: Research directions for security and optimal control

J Jagannath, K Ramezanpour… - … and machine learning, 2022 - dl.acm.org
… These schemes include adaptive load balancing and … (virtual space) for reinforcement
learning that explores and … -efficient federated learning and permissioned blockchain for …

Machine learning techniques for 5G and beyond

J Kaur, MA Khan, M Iftikhar, M Imran, QEU Haq - IEEE Access, 2021 - ieeexplore.ieee.org
management of 6G mobile networks with smart adaptive cells. This will improve beam
management, power-saving, fault management, … , “Deep learning and big data technologies for iot